Example Data Profile Report

Dataset statistics

Number of variables	14
Number of observations	13019794
Missing cells	16469448
Missing cells (%)	9.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 GiB
Average record size in memory	93.6 B

Variable types

Numeric	8
Categorical	6

Alerts

`fqid` has a high cardinality: 127 distinct values	High cardinality
`text_fqid` has a high cardinality: 126 distinct values	High cardinality
`df_index` is highly overall correlated with `elapsed_time` and 1 other fields	High correlation
`elapsed_time` is highly overall correlated with `df_index` and 2 other fields	High correlation
`level` is highly overall correlated with `df_index` and 3 other fields	High correlation
`room_coor_x` is highly overall correlated with `screen_coor_x`	High correlation
`room_coor_y` is highly overall correlated with `screen_coor_y`	High correlation
`screen_coor_x` is highly overall correlated with `room_coor_x`	High correlation
`screen_coor_y` is highly overall correlated with `room_coor_y`	High correlation
`event_name` is highly overall correlated with `name`	High correlation
`name` is highly overall correlated with `event_name`	High correlation
`room_fqid` is highly overall correlated with `level` and 1 other fields	High correlation
`level_group` is highly overall correlated with `elapsed_time` and 2 other fields	High correlation
`name` is highly imbalanced (52.6%)	Imbalance
`room_coor_x` has 1022943 (7.9%) missing values	Missing
`room_coor_y` has 1022943 (7.9%) missing values	Missing
`screen_coor_x` has 1022943 (7.9%) missing values	Missing
`screen_coor_y` has 1022943 (7.9%) missing values	Missing
`fqid` has 4110692 (31.6%) missing values	Missing
`text_fqid` has 8266984 (63.5%) missing values	Missing
`level` has 341298 (2.6%) zeros	Zeros

Reproduction

Analysis started	2023-03-27 04:41:34.822017
Analysis finished	2023-03-27 04:48:44.095028
Duration	7 minutes and 9.27 seconds
Software version	pandas-profiling v3.6.6
Download configuration	config.json

session_id
Real number (ℝ)

Distinct	11648
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.1146275 × 10¹⁶

Minimum	2.0090312 × 10¹⁶
Maximum	2.2100221 × 10¹⁶
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	714.7 MiB

Quantile statistics

Minimum	2.0090312 × 10¹⁶
5-th percentile	2.0100518 × 10¹⁶
Q1	2.1010315 × 10¹⁶
median	2.1040309 × 10¹⁶
Q3	2.1100615 × 10¹⁶
95-th percentile	2.2070308 × 10¹⁶
Maximum	2.2100221 × 10¹⁶
Range	2.0099087 × 10¹⁵
Interquartile range (IQR)	9.0299871 × 10¹³

Descriptive statistics

Standard deviation	5.5873038 × 10¹⁴
Coefficient of variation (CV)	0.026422166
Kurtosis	-0.11944556
Mean	2.1146275 × 10¹⁶
Median Absolute Deviation (MAD)	4.0000371 × 10¹³
Skewness	0.10874842
Sum	2.4888407 × 10¹⁸
Variance	3.1217964 × 10²⁹
Monotonicity	Increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.011031046 × 10¹⁶	19032	0.1%
2.111031343 × 10¹⁶	5435	< 0.1%
2.104031342 × 10¹⁶	4248	< 0.1%
2.011021926 × 10¹⁶	4215	< 0.1%
2.103031358 × 10¹⁶	3900	< 0.1%
2.100050936 × 10¹⁶	3768	< 0.1%
2.105050856 × 10¹⁶	3618	< 0.1%
2.203052013 × 10¹⁶	3538	< 0.1%
2.105021439 × 10¹⁶	3484	< 0.1%
2.101040917 × 10¹⁶	3411	< 0.1%
Other values (11638)	12965145	99.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.009031243 × 10¹⁶	881	< 0.1%
2.009031243 × 10¹⁶	1831	< 0.1%
2.009031412 × 10¹⁶	1038	< 0.1%
2.009031436 × 10¹⁶	1066	< 0.1%
2.009031444 × 10¹⁶	789	< 0.1%
2.009031508 × 10¹⁶	1527	< 0.1%
2.009031509 × 10¹⁶	953	< 0.1%
2.00903151 × 10¹⁶	1100	< 0.1%
2.009031517 × 10¹⁶	987	< 0.1%
2.009031708 × 10¹⁶	1354	< 0.1%

Value	Count	Frequency (%)
2.210022115 × 10¹⁶	1547	< 0.1%
2.210021944 × 10¹⁶	868	< 0.1%
2.21002171 × 10¹⁶	1199	< 0.1%
2.210021546 × 10¹⁶	985	< 0.1%
2.210021534 × 10¹⁶	873	< 0.1%
2.210021524 × 10¹⁶	1074	< 0.1%
2.210021519 × 10¹⁶	2299	< 0.1%
2.210021503 × 10¹⁶	930	< 0.1%
2.210021313 × 10¹⁶	812	< 0.1%
2.210021308 × 10¹⁶	1002	< 0.1%

df_index
Real number (ℝ)

Distinct	20348
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	652.63195

Minimum	0
Maximum	20473
Zeros	11610
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	714.7 MiB

Quantile statistics

Minimum	0
5-th percentile	56
Q1	289
median	596
Q3	898
95-th percentile	1418
Maximum	20473
Range	20473
Interquartile range (IQR)	609

Descriptive statistics

Standard deviation	628.24793
Coefficient of variation (CV)	0.96263741
Kurtosis	294.21733
Mean	652.63195
Median Absolute Deviation (MAD)	305
Skewness	12.115533
Sum	8.4971336 × 10⁹
Variance	394695.46
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86	11618	0.1%
90	11618	0.1%
89	11618	0.1%
88	11618	0.1%
87	11618	0.1%
85	11618	0.1%
53	11617	0.1%
59	11617	0.1%
58	11617	0.1%
57	11617	0.1%
Other values (20338)	12903618	99.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11610	0.1%
1	11611	0.1%
2	11611	0.1%
3	11611	0.1%
4	11611	0.1%
5	11611	0.1%
6	11611	0.1%
7	11611	0.1%
8	11611	0.1%
9	11611	0.1%

Value	Count	Frequency (%)
20473	1	< 0.1%
20472	1	< 0.1%
20471	1	< 0.1%
20470	1	< 0.1%
20469	1	< 0.1%
20468	1	< 0.1%
20467	1	< 0.1%
20466	1	< 0.1%
20465	1	< 0.1%
20464	1	< 0.1%

elapsed_time
Real number (ℝ)

Distinct	2885336
Distinct (%)	22.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1250903.2

Minimum	0
Maximum	3691298
Zeros	11650
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	665.0 MiB

Quantile statistics

Minimum	0
5-th percentile	73222
Q1	439288
median	1013407
Q3	1740092
95-th percentile	3691298
Maximum	3691298
Range	3691298
Interquartile range (IQR)	1300804

Descriptive statistics

Standard deviation	1027559.4
Coefficient of variation (CV)	0.82145398
Kurtosis	0.23054605
Mean	1250903.2
Median Absolute Deviation (MAD)	623967.5
Skewness	1.0163977
Sum	1.6286502 × 10¹³
Variance	1.0558784 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3691298	943651	7.2%
0	11650	0.1%
1014	65	< 0.1%
1016	60	< 0.1%
949	47	< 0.1%
1032	46	< 0.1%
4014	43	< 0.1%
982	42	< 0.1%
966	42	< 0.1%
449	42	< 0.1%
Other values (2885326)	12064106	92.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	11650	0.1%
1	4	< 0.1%
2	4	< 0.1%
3	3	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
10	2	< 0.1%
14	3	< 0.1%

Value	Count	Frequency (%)
3691298	943651	7.2%
3691292	1	< 0.1%
3691291	1	< 0.1%
3691288	2	< 0.1%
3691286	1	< 0.1%
3691285	4	< 0.1%
3691282	1	< 0.1%
3691281	1	< 0.1%
3691279	1	< 0.1%
3691276	1	< 0.1%

event_name
Categorical

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	627.8 MiB

navigate_click	5620922
person_click	2990826
cutscene_click	1336604
object_click	1086375
object_hover	522417
Other values (6)	1462650

Length

Max length	18
Median length	14
Mean length	13.128375
Min length	9

Characters and Unicode

Total characters	170928739
Distinct characters	21
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	cutscene_click
2nd row	person_click
3rd row	person_click
4th row	person_click
5th row	person_click

Common Values

Value	Count	Frequency (%)
navigate_click	5620922	43.2%
person_click	2990826	23.0%
cutscene_click	1336604	10.3%
object_click	1086375	8.3%
object_hover	522417	4.0%
map_hover	465419	3.6%
notification_click	320412	2.5%
notebook_click	281110	2.2%
map_click	255634	2.0%
observation_click	104968	0.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
navigate_click	5620922	43.2%
person_click	2990826	23.0%
cutscene_click	1336604	10.3%
object_click	1086375	8.3%
object_hover	522417	4.0%
map_hover	465419	3.6%
notification_click	320412	2.5%
notebook_click	281110	2.2%
map_click	255634	2.0%
observation_click	104968	0.8%

Most occurring characters

Value	Count	Frequency (%)
c	28666328	16.8%
i	18719084	11.0%
e	14302769	8.4%
_	12984687	7.6%
a	12388277	7.2%
k	12313068	7.2%
l	11996851	7.0%
n	11010361	6.4%
t	9628327	5.6%
o	7316651	4.3%
Other values (11)	31602336	18.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	157944052	92.4%
Connector Punctuation	12984687	7.6%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
c	28666328	18.1%
i	18719084	11.9%
e	14302769	9.1%
a	12388277	7.8%
k	12313068	7.8%
l	11996851	7.6%
n	11010361	7.0%
t	9628327	6.1%
o	7316651	4.6%
v	6713726	4.3%
Other values (10)	24888610	15.8%

Connector Punctuation

Value	Count	Frequency (%)
_	12984687	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	157944052	92.4%
Common	12984687	7.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
c	28666328	18.1%
i	18719084	11.9%
e	14302769	9.1%
a	12388277	7.8%
k	12313068	7.8%
l	11996851	7.6%
n	11010361	7.0%
t	9628327	6.1%
o	7316651	4.6%
v	6713726	4.3%
Other values (10)	24888610	15.8%

Common

Value	Count	Frequency (%)
_	12984687	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	170928739	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
c	28666328	16.8%
i	18719084	11.0%
e	14302769	8.4%
_	12984687	7.6%
a	12388277	7.2%
k	12313068	7.2%
l	11996851	7.0%
n	11010361	6.4%
t	9628327	5.6%
o	7316651	4.3%
Other values (11)	31602336	18.5%

name
Categorical

HIGH CORRELATION IMBALANCE

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	627.8 MiB

undefined	6301826
basic	6250867
close	335053
open	116647
prev	9669

Length

Max length	9
Median length	5
Mean length	6.9259334
Min length	4

Characters and Unicode

Total characters	90174226
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	basic
2nd row	basic
3rd row	basic
4th row	basic
5th row	basic

Common Values

Value	Count	Frequency (%)
undefined	6301826	48.4%
basic	6250867	48.0%
close	335053	2.6%
open	116647	0.9%
prev	9669	0.1%
next	5732	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
undefined	6301826	48.4%
basic	6250867	48.0%
close	335053	2.6%
open	116647	0.9%
prev	9669	0.1%
next	5732	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	13070753	14.5%
n	12726031	14.1%
d	12603652	14.0%
i	12552693	13.9%
s	6585920	7.3%
c	6585920	7.3%
u	6301826	7.0%
f	6301826	7.0%
a	6250867	6.9%
b	6250867	6.9%
Other values (7)	943871	1.0%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	90174226	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	13070753	14.5%
n	12726031	14.1%
d	12603652	14.0%
i	12552693	13.9%
s	6585920	7.3%
c	6585920	7.3%
u	6301826	7.0%
f	6301826	7.0%
a	6250867	6.9%
b	6250867	6.9%
Other values (7)	943871	1.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	90174226	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	13070753	14.5%
n	12726031	14.1%
d	12603652	14.0%
i	12552693	13.9%
s	6585920	7.3%
c	6585920	7.3%
u	6301826	7.0%
f	6301826	7.0%
a	6250867	6.9%
b	6250867	6.9%
Other values (7)	943871	1.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	90174226	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	13070753	14.5%
n	12726031	14.1%
d	12603652	14.0%
i	12552693	13.9%
s	6585920	7.3%
c	6585920	7.3%
u	6301826	7.0%
f	6301826	7.0%
a	6250867	6.9%
b	6250867	6.9%
Other values (7)	943871	1.0%

level
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.189918

Minimum	0
Maximum	22
Zeros	341298
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	627.7 MiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	6
median	13
Q3	18
95-th percentile	21
Maximum	22
Range	22
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.4985169
Coefficient of variation (CV)	0.53310589
Kurtosis	-1.2506216
Mean	12.189918
Median Absolute Deviation (MAD)	5
Skewness	-0.24908394
Sum	1.5871022 × 10⁸
Variance	42.230722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
18	1737541	13.3%
6	1053029	8.1%
21	1043130	8.0%
11	961457	7.4%
16	641104	4.9%
7	630640	4.8%
15	604717	4.6%
19	600837	4.6%
17	596216	4.6%
3	568599	4.4%
Other values (13)	4582524	35.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	341298	2.6%
1	360067	2.8%
2	489893	3.8%
3	568599	4.4%
4	211823	1.6%
5	330214	2.5%
6	1053029	8.1%
7	630640	4.8%
8	440198	3.4%
9	561590	4.3%

Value	Count	Frequency (%)
22	208700	1.6%
21	1043130	8.0%
20	558349	4.3%
19	600837	4.6%
18	1737541	13.3%
17	596216	4.6%
16	641104	4.9%
15	604717	4.6%
14	268977	2.1%
13	406459	3.1%

room_coor_x
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	6894153
Distinct (%)	57.5%
Missing	1022943
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	-54.926779

Minimum	-1992.3546
Maximum	1261.7738
Zeros	1195
Zeros (%)	< 0.1%
Negative	6175051
Negative (%)	47.4%
Memory size	665.0 MiB

Quantile statistics

Minimum	-1992.3546
5-th percentile	-989.15988
Q1	-352.95439
median	-11.171875
Q3	296.40649
95-th percentile	721.86768
Maximum	1261.7738
Range	3254.1284
Interquartile range (IQR)	649.36089

Descriptive statistics

Standard deviation	520.17517
Coefficient of variation (CV)	-9.4703382
Kurtosis	0.41246697
Mean	-54.926779
Median Absolute Deviation (MAD)	324.3277
Skewness	-0.52343357
Sum	-6.5894838 × 10⁸
Variance	270582.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
426.7255249	3452	< 0.1%
427.7255249	3327	< 0.1%
425.7255249	3313	< 0.1%
424.7255249	3212	< 0.1%
423.7255249	3193	< 0.1%
418.7255249	3140	< 0.1%
420.7255249	3137	< 0.1%
-37.3484993	3046	< 0.1%
421.7255249	3029	< 0.1%
430.7255249	3024	< 0.1%
Other values (6894143)	11964978	91.9%
(Missing)	1022943	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1992.354614	1	< 0.1%
-1991.219604	2	< 0.1%
-1989.889648	1	< 0.1%
-1989.14624	1	< 0.1%
-1988.949585	3	< 0.1%
-1987.814575	1	< 0.1%
-1987.723511	1	< 0.1%
-1986.348267	1	< 0.1%
-1986.05835	1	< 0.1%
-1985.045288	1	< 0.1%

Value	Count	Frequency (%)
1261.773804	1	< 0.1%
1258.348267	1	< 0.1%
1258.311157	1	< 0.1%
1258.241333	1	< 0.1%
1258.133179	1	< 0.1%
1258.11792	1	< 0.1%
1258.109619	1	< 0.1%
1258.089355	1	< 0.1%
1257.992676	1	< 0.1%
1257.838379	1	< 0.1%

room_coor_y
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	5226778
Distinct (%)	43.6%
Missing	1022943
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	-116.32325

Minimum	-918.15869
Maximum	543.61639
Zeros	9251
Zeros (%)	0.1%
Negative	8456600
Negative (%)	65.0%
Memory size	665.0 MiB

Quantile statistics

Minimum	-918.15869
5-th percentile	-560.09106
Q1	-212.86992
median	-97.788986
Q3	22.655869
95-th percentile	201.3427
Maximum	543.61639
Range	1461.7751
Interquartile range (IQR)	235.52579

Descriptive statistics

Standard deviation	218.6066
Coefficient of variation (CV)	-1.8793027
Kurtosis	0.933909
Mean	-116.32325
Median Absolute Deviation (MAD)	117.78899
Skewness	-0.69756204
Sum	-1.3955127 × 10⁹
Variance	47788.844
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-106	10087	0.1%
-102	10038	0.1%
-101	9871	0.1%
-103	9870	0.1%
-105	9863	0.1%
-104	9813	0.1%
-108	9754	0.1%
-107	9710	0.1%
-110	9610	0.1%
-100	9483	0.1%
Other values (5226768)	11898752	91.4%
(Missing)	1022943	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-918.1586914	1	< 0.1%
-918.15625	1	< 0.1%
-918.152771	1	< 0.1%
-918.1477051	1	< 0.1%
-918.1400757	1	< 0.1%
-918.1288452	1	< 0.1%
-918.1120605	1	< 0.1%
-918.0871582	1	< 0.1%
-918.0501709	1	< 0.1%
-917.9952393	1	< 0.1%

Value	Count	Frequency (%)
543.616394	1	< 0.1%
542.2233887	1	< 0.1%
542.217041	1	< 0.1%
541.9880371	3	< 0.1%
541.9876099	1	< 0.1%
541.9866333	1	< 0.1%
540.8175659	1	< 0.1%
540.3596802	2	< 0.1%
538.8042603	1	< 0.1%
536.7374878	3	< 0.1%

screen_coor_x
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	35322
Distinct (%)	0.3%
Missing	1022943
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	458.1594

Minimum	0
Maximum	1916
Zeros	2843
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	665.0 MiB

Quantile statistics

Minimum	0
5-th percentile	54
Q1	269
median	447
Q3	663
95-th percentile	834
Maximum	1916
Range	1916
Interquartile range (IQR)	394

Descriptive statistics

Standard deviation	247.23869
Coefficient of variation (CV)	0.53963467
Kurtosis	-0.87644112
Mean	458.1594
Median Absolute Deviation (MAD)	197
Skewness	0.026945196
Sum	5.49647 × 10⁹
Variance	61126.973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
822	20554	0.2%
814	20258	0.2%
817	20258	0.2%
824	20233	0.2%
383	20172	0.2%
819	20141	0.2%
382	20139	0.2%
427	20137	0.2%
820	20127	0.2%
823	20077	0.2%
Other values (35312)	11794755	90.6%
(Missing)	1022943	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2843	< 0.1%
0.2352941185	1	< 0.1%
0.29086411	1	< 0.1%
0.328125	10	< 0.1%
0.5316009521	1	< 0.1%
0.5410461426	1	< 0.1%
0.5621948242	3	< 0.1%
0.6666564941	1	< 0.1%
0.6666666865	1	< 0.1%
0.671875	2	< 0.1%

Value	Count	Frequency (%)
1916	1	< 0.1%
1914	1	< 0.1%
1906	1	< 0.1%
1905	1	< 0.1%
1899	1	< 0.1%
1891	1	< 0.1%
1890	1	< 0.1%
1888	1	< 0.1%
1882.671875	1	< 0.1%
1881	6	< 0.1%

screen_coor_y
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	56858
Distinct (%)	0.5%
Missing	1022943
Missing (%)	7.9%
Infinite	0
Infinite (%)	0.0%
Mean	385.26434

Minimum	0
Maximum	1439
Zeros	97
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	665.0 MiB

Quantile statistics

Minimum	0
5-th percentile	159
Q1	304
median	397
Q3	471
95-th percentile	593
Maximum	1439
Range	1439
Interquartile range (IQR)	167

Descriptive statistics

Standard deviation	129.29286
Coefficient of variation (CV)	0.3355952
Kurtosis	0.32705846
Mean	385.26434
Median Absolute Deviation (MAD)	83
Skewness	-0.25306448
Sum	4.6219589 × 10⁹
Variance	16716.645
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
431	43961	0.3%
436	43837	0.3%
433	43736	0.3%
432	43714	0.3%
434	43302	0.3%
427	43174	0.3%
428	43106	0.3%
439	43097	0.3%
435	43096	0.3%
426	43088	0.3%
Other values (56848)	11562740	88.8%
(Missing)	1022943	7.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	97	< 0.1%
0.7330170274	1	< 0.1%
1	83	< 0.1%
1.265060425	1	< 0.1%
1.358886719	1	< 0.1%
1.444442749	1	< 0.1%
2	70	< 0.1%
3	88	< 0.1%
4	91	< 0.1%
5	133	< 0.1%

Value	Count	Frequency (%)
1439	5	< 0.1%
1438	1	< 0.1%
1433	1	< 0.1%
1420	2	< 0.1%
1419	2	< 0.1%
1417	1	< 0.1%
1412	1	< 0.1%
1411	1	< 0.1%
1410	5	< 0.1%
1408	2	< 0.1%

fqid
Categorical

HIGH CARDINALITY MISSING

Distinct	127
Distinct (%)	< 0.1%
Missing	4110692
Missing (%)	31.6%
Memory size	640.2 MiB

worker	928904
archivist	556979
gramps	554611
wells	389766
toentry	387549
Other values (122)	6091293

Length

Max length	30
Median length	25
Mean length	10.252915
Min length	2

Characters and Unicode

Total characters	91344264
Distinct characters	32
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	intro
2nd row	gramps
3rd row	gramps
4th row	gramps
5th row	gramps

Common Values

Value	Count	Frequency (%)
worker	928904	7.1%
archivist	556979	4.3%
gramps	554611	4.3%
wells	389766	3.0%
toentry	387549	3.0%
confrontation	344847	2.6%
crane_ranger	249192	1.9%
groupconvo	225243	1.7%
flag_girl	222197	1.7%
tomap	199670	1.5%
Other values (117)	4850144	37.3%
(Missing)	4110692	31.6%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
worker	928904	10.4%
archivist	556979	6.3%
gramps	554611	6.2%
wells	389766	4.4%
toentry	387549	4.4%
confrontation	344847	3.9%
crane_ranger	249192	2.8%
groupconvo	225243	2.5%
flag_girl	222197	2.5%
tomap	199670	2.2%
Other values (117)	4850144	54.4%

Most occurring characters

Value	Count	Frequency (%)
r	9146869	10.0%
o	7413069	8.1%
e	7384098	8.1%
a	6980261	7.6%
t	6556500	7.2%
s	6229020	6.8%
c	5382230	5.9%
n	5307682	5.8%
i	4785422	5.2%
l	4053928	4.4%
Other values (22)	28105185	30.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	85897156	94.0%
Other Punctuation	2353666	2.6%
Connector Punctuation	2162572	2.4%
Decimal Number	930870	1.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
r	9146869	10.6%
o	7413069	8.6%
e	7384098	8.6%
a	6980261	8.1%
t	6556500	7.6%
s	6229020	7.3%
c	5382230	6.3%
n	5307682	6.2%
i	4785422	5.6%
l	4053928	4.7%
Other values (15)	22658077	26.4%

Decimal Number

Value	Count	Frequency (%)
0	281013	30.2%
2	270809	29.1%
1	244056	26.2%
3	105880	11.4%
4	29112	3.1%

Other Punctuation

Value	Count	Frequency (%)
.	2353666	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2162572	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	85897156	94.0%
Common	5447108	6.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
r	9146869	10.6%
o	7413069	8.6%
e	7384098	8.6%
a	6980261	8.1%
t	6556500	7.6%
s	6229020	7.3%
c	5382230	6.3%
n	5307682	6.2%
i	4785422	5.6%
l	4053928	4.7%
Other values (15)	22658077	26.4%

Common

Value	Count	Frequency (%)
.	2353666	43.2%
_	2162572	39.7%
0	281013	5.2%
2	270809	5.0%
1	244056	4.5%
3	105880	1.9%
4	29112	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	91344264	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
r	9146869	10.0%
o	7413069	8.1%
e	7384098	8.1%
a	6980261	7.6%
t	6556500	7.2%
s	6229020	6.8%
c	5382230	5.9%
n	5307682	5.8%
i	4785422	5.2%
l	4053928	4.4%
Other values (22)	28105185	30.8%

room_fqid
Categorical

Distinct	19
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	627.8 MiB

tunic.historicalsociety.entry	1794866
tunic.wildlife.center	1493791
tunic.historicalsociety.cage	1164742
tunic.library.frontdesk	1062749
tunic.historicalsociety.frontdesk	961191
Other values (14)	6542455

Length

Max length	39
Median length	33
Mean length	27.71186
Min length	20

Characters and Unicode

Total characters	360802705
Distinct characters	26
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tunic.historicalsociety.closet
2nd row	tunic.historicalsociety.closet
3rd row	tunic.historicalsociety.closet
4th row	tunic.historicalsociety.closet
5th row	tunic.historicalsociety.closet

Common Values

Value	Count	Frequency (%)
tunic.historicalsociety.entry	1794866	13.8%
tunic.wildlife.center	1493791	11.5%
tunic.historicalsociety.cage	1164742	8.9%
tunic.library.frontdesk	1062749	8.2%
tunic.historicalsociety.frontdesk	961191	7.4%
tunic.historicalsociety.stacks	890014	6.8%
tunic.historicalsociety.closet_dirty	778779	6.0%
tunic.humanecology.frontdesk	654489	5.0%
tunic.historicalsociety.basement	578264	4.4%
tunic.kohlcenter.halloffame	540825	4.2%
Other values (9)	3100084	23.8%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tunic.historicalsociety.entry	1794866	13.8%
tunic.wildlife.center	1493791	11.5%
tunic.historicalsociety.cage	1164742	8.9%
tunic.library.frontdesk	1062749	8.2%
tunic.historicalsociety.frontdesk	961191	7.4%
tunic.historicalsociety.stacks	890014	6.8%
tunic.historicalsociety.closet_dirty	778779	6.0%
tunic.humanecology.frontdesk	654489	5.0%
tunic.historicalsociety.basement	578264	4.4%
tunic.kohlcenter.halloffame	540825	4.2%
Other values (9)	3100084	23.8%

Most occurring characters

Value	Count	Frequency (%)
i	42480597	11.8%
t	39743333	11.0%
c	37000946	10.3%
.	26039588	7.2%
e	25519252	7.1%
o	24226945	6.7%
n	22842722	6.3%
s	21719911	6.0%
r	20047914	5.6%
l	19594151	5.4%
Other values (16)	81587346	22.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	332584766	92.2%
Other Punctuation	26039588	7.2%
Connector Punctuation	1590787	0.4%
Decimal Number	587564	0.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	42480597	12.8%
t	39743333	11.9%
c	37000946	11.1%
e	25519252	7.7%
o	24226945	7.3%
n	22842722	6.9%
s	21719911	6.5%
r	20047914	6.0%
l	19594151	5.9%
a	15511856	4.7%
Other values (11)	63897139	19.2%

Decimal Number

Value	Count	Frequency (%)
1	221218	37.7%
0	206550	35.2%
2	159796	27.2%

Other Punctuation

Value	Count	Frequency (%)
.	26039588	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	1590787	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	332584766	92.2%
Common	28217939	7.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	42480597	12.8%
t	39743333	11.9%
c	37000946	11.1%
e	25519252	7.7%
o	24226945	7.3%
n	22842722	6.9%
s	21719911	6.5%
r	20047914	6.0%
l	19594151	5.9%
a	15511856	4.7%
Other values (11)	63897139	19.2%

Common

Value	Count	Frequency (%)
.	26039588	92.3%
_	1590787	5.6%
1	221218	0.8%
0	206550	0.7%
2	159796	0.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	360802705	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	42480597	11.8%
t	39743333	11.0%
c	37000946	10.3%
.	26039588	7.2%
e	25519252	7.1%
o	24226945	6.7%
n	22842722	6.3%
s	21719911	6.0%
r	20047914	5.6%
l	19594151	5.4%
Other values (16)	81587346	22.6%

text_fqid
Categorical

HIGH CARDINALITY MISSING

Distinct	126
Distinct (%)	< 0.1%
Missing	8266984
Missing (%)	63.5%
Memory size	627.8 MiB

tunic.historicalsociety.cage.confrontation	329669
tunic.wildlife.center.crane_ranger.crane	232811
tunic.historicalsociety.frontdesk.archivist.newspaper	212239
tunic.historicalsociety.entry.groupconvo	211123
tunic.wildlife.center.wells.nodeer	197738
Other values (121)	3569230

Length

Max length	71
Median length	54
Mean length	43.5566
Min length	28

Characters and Unicode

Total characters	207016244
Distinct characters	33
Distinct categories	4 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	tunic.historicalsociety.closet.intro
2nd row	tunic.historicalsociety.closet.gramps.intro_0_cs_0
3rd row	tunic.historicalsociety.closet.gramps.intro_0_cs_0
4th row	tunic.historicalsociety.closet.gramps.intro_0_cs_0
5th row	tunic.historicalsociety.closet.gramps.intro_0_cs_0

Common Values

Value	Count	Frequency (%)
tunic.historicalsociety.cage.confrontation	329669	2.5%
tunic.wildlife.center.crane_ranger.crane	232811	1.8%
tunic.historicalsociety.frontdesk.archivist.newspaper	212239	1.6%
tunic.historicalsociety.entry.groupconvo	211123	1.6%
tunic.wildlife.center.wells.nodeer	197738	1.5%
tunic.historicalsociety.frontdesk.archivist.have_glass	195039	1.5%
tunic.drycleaner.frontdesk.worker.hub	179271	1.4%
tunic.historicalsociety.closet_dirty.gramps.news	165221	1.3%
tunic.humanecology.frontdesk.worker.intro	148178	1.1%
tunic.historicalsociety.frontdesk.archivist_glasses.confrontation	130152	1.0%
Other values (116)	2751369	21.1%
(Missing)	8266984	63.5%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
tunic.historicalsociety.cage.confrontation	329669	6.9%
tunic.wildlife.center.crane_ranger.crane	232811	4.9%
tunic.historicalsociety.frontdesk.archivist.newspaper	212239	4.5%
tunic.historicalsociety.entry.groupconvo	211123	4.4%
tunic.wildlife.center.wells.nodeer	197738	4.2%
tunic.historicalsociety.frontdesk.archivist.have_glass	195039	4.1%
tunic.drycleaner.frontdesk.worker.hub	179271	3.8%
tunic.historicalsociety.closet_dirty.gramps.news	165221	3.5%
tunic.humanecology.frontdesk.worker.intro	148178	3.1%
tunic.historicalsociety.frontdesk.archivist_glasses.confrontation	130152	2.7%
Other values (116)	2751369	57.9%

Most occurring characters

Value	Count	Frequency (%)
i	19015742	9.2%
t	18420171	8.9%
.	17769877	8.6%
c	16945595	8.2%
e	16098095	7.8%
o	14843675	7.2%
r	14259649	6.9%
s	13241106	6.4%
n	12984271	6.3%
a	10336242	5.0%
Other values (23)	53101821	25.7%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	186478229	90.1%
Other Punctuation	17769877	8.6%
Connector Punctuation	2236815	1.1%
Decimal Number	531323	0.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	19015742	10.2%
t	18420171	9.9%
c	16945595	9.1%
e	16098095	8.6%
o	14843675	8.0%
r	14259649	7.6%
s	13241106	7.1%
n	12984271	7.0%
a	10336242	5.5%
l	10226959	5.5%
Other values (15)	40106724	21.5%

Decimal Number

Value	Count	Frequency (%)
0	268671	50.6%
2	119829	22.6%
3	105880	19.9%
1	31141	5.9%
5	5640	1.1%
4	162	< 0.1%

Other Punctuation

Value	Count	Frequency (%)
.	17769877	100.0%

Connector Punctuation

Value	Count	Frequency (%)
_	2236815	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	186478229	90.1%
Common	20538015	9.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	19015742	10.2%
t	18420171	9.9%
c	16945595	9.1%
e	16098095	8.6%
o	14843675	8.0%
r	14259649	7.6%
s	13241106	7.1%
n	12984271	7.0%
a	10336242	5.5%
l	10226959	5.5%
Other values (15)	40106724	21.5%

Common

Value	Count	Frequency (%)
.	17769877	86.5%
_	2236815	10.9%
0	268671	1.3%
2	119829	0.6%
3	105880	0.5%
1	31141	0.2%
5	5640	< 0.1%
4	162	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	207016244	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	19015742	9.2%
t	18420171	8.9%
.	17769877	8.6%
c	16945595	8.2%
e	16098095	7.8%
o	14843675	7.2%
r	14259649	6.9%
s	13241106	6.4%
n	12984271	6.3%
a	10336242	5.0%
Other values (23)	53101821	25.7%

level_group
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	627.8 MiB

13-22	6666030
5-12	4382084
0-4	1971680

Length

Max length	5
Median length	5
Mean length	4.3605549
Min length	3

Characters and Unicode

Total characters	56773526
Distinct characters	7
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0-4
2nd row	0-4
3rd row	0-4
4th row	0-4
5th row	0-4

Common Values

Value	Count	Frequency (%)
13-22	6666030	51.2%
5-12	4382084	33.7%
0-4	1971680	15.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
13-22	6666030	51.2%
5-12	4382084	33.7%
0-4	1971680	15.1%

Most occurring characters

Value	Count	Frequency (%)
2	17714144	31.2%
-	13019794	22.9%
1	11048114	19.5%
3	6666030	11.7%
5	4382084	7.7%
0	1971680	3.5%
4	1971680	3.5%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43753732	77.1%
Dash Punctuation	13019794	22.9%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	17714144	40.5%
1	11048114	25.3%
3	6666030	15.2%
5	4382084	10.0%
0	1971680	4.5%
4	1971680	4.5%

Dash Punctuation

Value	Count	Frequency (%)
-	13019794	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	56773526	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	17714144	31.2%
-	13019794	22.9%
1	11048114	19.5%
3	6666030	11.7%
5	4382084	7.7%
0	1971680	3.5%
4	1971680	3.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	56773526	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	17714144	31.2%
-	13019794	22.9%
1	11048114	19.5%
3	6666030	11.7%
5	4382084	7.7%
0	1971680	3.5%
4	1971680	3.5%

Auto

Heatmap
Table

	session_id	df_index	elapsed_time	level	room_coor_x	room_coor_y	screen_coor_x	screen_coor_y	event_name	name	room_fqid	level_group
session_id	1.000	-0.010	-0.018	-0.001	0.001	-0.006	0.006	0.009	0.008	0.003	0.006	0.006
df_index	-0.010	1.000	0.827	0.906	-0.001	-0.164	0.036	0.042	0.025	0.017	0.032	0.066
elapsed_time	-0.018	0.827	1.000	0.811	-0.023	-0.153	0.023	0.040	0.066	0.027	0.276	0.719
level	-0.001	0.906	0.811	1.000	0.011	-0.159	0.040	0.027	0.223	0.104	0.662	0.988
room_coor_x	0.001	-0.001	-0.023	0.011	1.000	0.087	0.726	-0.149	0.156	0.154	0.308	0.196
room_coor_y	-0.006	-0.164	-0.153	-0.159	0.087	1.000	0.070	-0.874	0.188	0.328	0.343	0.240
screen_coor_x	0.006	0.036	0.023	0.040	0.726	0.070	1.000	-0.088	0.178	0.254	0.149	0.102
screen_coor_y	0.009	0.042	0.040	0.027	-0.149	-0.874	-0.088	1.000	0.215	0.404	0.159	0.082
event_name	0.008	0.025	0.066	0.223	0.156	0.188	0.178	0.215	1.000	0.579	0.304	0.199
name	0.003	0.017	0.027	0.104	0.154	0.328	0.254	0.404	0.579	1.000	0.119	0.057
room_fqid	0.006	0.032	0.276	0.662	0.308	0.343	0.149	0.159	0.304	0.119	1.000	0.753
level_group	0.006	0.066	0.719	0.988	0.196	0.240	0.102	0.082	0.199	0.057	0.753	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	session_id	df_index	elapsed_time	event_name	name	room_coor_x	room_coor_y	screen_coor_x	screen_coor_y	fqid	room_fqid	text_fqid	level_group
0	20090312431273200	0	0	cutscene_click	basic	-413.991394	-159.314682	380.0	494.0	intro	tunic.historicalsociety.closet	tunic.historicalsociety.closet.intro	0-4
1	20090312431273200	1	1323	person_click	basic	-413.991394	-159.314682	380.0	494.0	gramps	tunic.historicalsociety.closet	tunic.historicalsociety.closet.gramps.intro_0_cs_0	0-4
2	20090312431273200	2	831	person_click	basic	-413.991394	-159.314682	380.0	494.0	gramps	tunic.historicalsociety.closet	tunic.historicalsociety.closet.gramps.intro_0_cs_0	0-4
3	20090312431273200	3	1147	person_click	basic	-413.991394	-159.314682	380.0	494.0	gramps	tunic.historicalsociety.closet	tunic.historicalsociety.closet.gramps.intro_0_cs_0	0-4
4	20090312431273200	4	1863	person_click	basic	-412.991394	-159.314682	381.0	494.0	gramps	tunic.historicalsociety.closet	tunic.historicalsociety.closet.gramps.intro_0_cs_0	0-4
5	20090312431273200	5	3423	person_click	basic	-412.991394	-157.314682	381.0	492.0	gramps	tunic.historicalsociety.closet	tunic.historicalsociety.closet.gramps.intro_0_cs_0	0-4
6	20090312431273200	6	5197	person_click	basic	478.485077	-199.971680	593.0	485.0	teddy	tunic.historicalsociety.closet	tunic.historicalsociety.closet.teddy.intro_0_cs_0	0-4
7	20090312431273200	7	6180	person_click	basic	503.355133	-168.619919	609.0	453.0	teddy	tunic.historicalsociety.closet	tunic.historicalsociety.closet.teddy.intro_0_cs_0	0-4
8	20090312431273200	8	7014	person_click	basic	510.733429	-157.720642	615.0	442.0	teddy	tunic.historicalsociety.closet	tunic.historicalsociety.closet.teddy.intro_0_cs_0	0-4
9	20090312431273200	9	7946	person_click	basic	512.048035	-153.743637	616.0	438.0	teddy	tunic.historicalsociety.closet	tunic.historicalsociety.closet.teddy.intro_0_cs_0	0-4

	session_id	df_index	elapsed_time	event_name	name	level	room_coor_x	room_coor_y	screen_coor_x	screen_coor_y	fqid	room_fqid	text_fqid	level_group
13174201	22100221145014656	1595	3691298	navigate_click	undefined	22	34.820297	-335.397980	469.0	648.0	toentry	tunic.historicalsociety.stacks	NaN	13-22
13174202	22100221145014656	1596	3691298	navigate_click	undefined	22	886.331848	-6.926569	878.0	329.0	tomap	tunic.historicalsociety.entry	NaN	13-22
13174203	22100221145014656	1597	3691298	map_hover	basic	22	NaN	NaN	NaN	NaN	tomap	tunic.historicalsociety.entry	NaN	13-22
13174204	22100221145014656	1598	3691298	map_hover	basic	22	NaN	NaN	NaN	NaN	tunic.drycleaner	tunic.historicalsociety.entry	NaN	13-22
13174205	22100221145014656	1599	3691298	map_click	undefined	22	470.274750	-20.240889	455.0	342.0	tunic.capitol_2	tunic.historicalsociety.entry	NaN	13-22
13174206	22100221145014656	1600	3691298	navigate_click	undefined	22	343.887299	36.701027	483.0	273.0	NaN	tunic.capitol_2.hall	NaN	13-22
13174207	22100221145014656	1601	3691298	navigate_click	undefined	22	332.696075	141.493179	545.0	221.0	chap4_finale_c	tunic.capitol_2.hall	NaN	13-22
13174208	22100221145014656	1602	3691298	navigate_click	undefined	22	369.912872	140.569199	611.0	217.0	NaN	tunic.capitol_2.hall	NaN	13-22
13174209	22100221145014656	1603	3691298	navigate_click	undefined	22	252.299652	123.805893	526.0	232.0	chap4_finale_c	tunic.capitol_2.hall	NaN	13-22
13174210	22100221145014656	1604	3691298	checkpoint	basic	22	NaN	NaN	NaN	NaN	chap4_finale_c	tunic.capitol_2.hall	NaN	13-22

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Connector Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)